{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.inference import AutoConfig\n",
    "from tensorflow_tts.inference import TFAutoModel\n",
    "from tensorflow_tts.inference import AutoProcessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained(\"../tensorflow_tts/processor/pretrained/ljspeech_mapper.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = AutoConfig.from_pretrained(\"../examples/fastspeech/conf/fastspeech.v1.yaml\")\n",
    "fastspeech = TFAutoModel.from_pretrained(\n",
    "    config=config, \n",
    "    pretrained_path=None, # \"../examples/fastspeech2/checkpoints/model-150000.h5\",\n",
    "    is_build=True,\n",
    "    name=\"fastspeech\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech.load_weights(\"../examples/fastspeech/checkpoints/model-150000.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(fastspeech, \"./test_saved\", signatures=fastspeech.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"There’s a way to measure the acute emotional intelligence that has never gone out of style.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let check speed control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.5], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
